what is the difference between oob_decision_function_ and predict function in pulearning?

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In the eample of pulearning,

method 1:

res = bc.oob_decision_function_[:,1] 
prdict_proba = np.array([i for i in res if not np.isnan(i)])

method2 :

y_pred_prob = bagging_model.predict_proba(train_x)

The result of two method are different, which should i use to predict? I know the meaning of out of bagging. I do not know the difference of two method.

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